Temporal Dynamics of Neural Responses in Human Visual Cortex

被引:19
|
作者
Groen, Iris I. A. [1 ,2 ]
Piantoni, Giovanni [3 ]
Montenegro, Stephanie [4 ]
Flinker, Adeen [4 ]
Devore, Sasha [4 ]
Devinsky, Orrin [4 ,5 ,6 ]
Doyle, Werner [5 ]
Dugan, Patricia [4 ]
Friedman, Daniel [4 ]
Ramsey, Nick F. [3 ]
Petridou, Natalia [7 ]
Winawer, Jonathan [1 ]
机构
[1] NYU, Dept Psychol, New York, NY 10003 USA
[2] Univ Amsterdam, Inst Informat, Video & Image Sense Lab, NL-1098 XH Amsterdam, Netherlands
[3] Univ Med Ctr Utrecht, Utrecht Brain Ctr, Dept Neurol & Neurosurg, NL-3584 CX Utrecht, Netherlands
[4] NYU, Grossman Sch Med, Dept Neurol, New York, NY 10016 USA
[5] NYU, Grossman Sch Med, Dept Neurosurg, New York, NY 10016 USA
[6] NYU, Grossman Sch Med, Dept Psychiat, New York, NY 10016 USA
[7] Univ Med Ctr Utrecht, Ctr Image Sci, Dept Radiol, NL-3584 CX Utrecht, Netherlands
来源
JOURNAL OF NEUROSCIENCE | 2022年 / 42卷 / 40期
关键词
adaptation; broadband; contrast; ECOG; temporal dynamics; vision; CONTRAST RESPONSE; NEURONS; NORMALIZATION; MONKEY; V1; NONLINEARITIES; SELECTIVITY; ADAPTATION; SUMMATION; MODELS;
D O I
10.1523/JNEUROSCI.1812-21.2022
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Neural responses to visual stimuli exhibit complex temporal dynamics, including subadditive temporal summation, response reduction with repeated or sustained stimuli (adaptation), and slower dynamics at low contrast. These phenomena are often studied independently. Here, we demonstrate these phenomena within the same experiment and model the underlying neural computations with a single computational model. We extracted time-varying responses from electrocorticographic recordings from patients presented with stimuli that varied in duration, interstimulus interval (ISI) and contrast. Aggregating data across patients from both sexes yielded 98 electrodes with robust visual responses, covering both earlier (V1-V3) and higher-order (V3a/b, LO, TO, IPS) retinotopic maps. In all regions, the temporal dynamics of neural responses exhibit several nonlinear features. Peak response amplitude saturates with high contrast and longer stimulus durations, the response to a second stimulus is suppressed for short ISIs and recovers for longer ISIs, and response latency decreases with increasing contrast. These features are accurately captured by a computational model composed of a small set of canonical neuronal operations, that is, linear filtering, rectification, exponentiation, and a delayed divisive normalization. We find that an increased normalization term captures both contrast- and adaptationrelated response reductions, suggesting potentially shared underlying mechanisms. We additionally demonstrate both changes and invariance in temporal response dynamics between earlier and higher-order visual areas. Together, our results reveal the presence of a wide range of temporal and contrast-dependent neuronal dynamics in the human visual cortex and demonstrate that a simple model captures these dynamics at millisecond resolution.
引用
收藏
页码:7562 / 7580
页数:19
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